Overview

Dataset statistics

Number of variables12
Number of observations10500
Missing cells0
Missing cells (%)0.0%
Duplicate rows421
Duplicate rows (%)4.0%
Total size in memory492.3 KiB
Average record size in memory48.0 B

Variable types

NUM12

Reproduction

Analysis started2020-04-03 10:54:47.449797
Analysis finished2020-04-03 10:56:29.616070
Versionpandas-profiling v2.5.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml
Dataset has 421 (4.0%) duplicate rows Duplicates
1 is highly correlated with 0 and 2 other fieldsHigh Correlation
0 is highly correlated with 1 and 2 other fieldsHigh Correlation
2 is highly correlated with 0 and 2 other fieldsHigh Correlation
3 is highly correlated with 0 and 2 other fieldsHigh Correlation
5 is highly correlated with 4 and 6 other fieldsHigh Correlation
4 is highly correlated with 5 and 6 other fieldsHigh Correlation
6 is highly correlated with 4 and 5 other fieldsHigh Correlation
7 is highly correlated with 4 and 3 other fieldsHigh Correlation
8 is highly correlated with 4 and 4 other fieldsHigh Correlation
9 is highly correlated with 4 and 5 other fieldsHigh Correlation
10 is highly correlated with 4 and 5 other fieldsHigh Correlation
11 is highly correlated with 4 and 6 other fieldsHigh Correlation
0 has 432 (4.1%) zeros Zeros
1 has 437 (4.2%) zeros Zeros
2 has 444 (4.2%) zeros Zeros
3 has 448 (4.3%) zeros Zeros
4 has 434 (4.1%) zeros Zeros
5 has 438 (4.2%) zeros Zeros
6 has 445 (4.2%) zeros Zeros
7 has 449 (4.3%) zeros Zeros
8 has 424 (4.0%) zeros Zeros
9 has 428 (4.1%) zeros Zeros
10 has 435 (4.1%) zeros Zeros
11 has 440 (4.2%) zeros Zeros

Variables

0
Real number (ℝ)

HIGH CORRELATION
ZEROS
Distinct count10066
Unique (%)95.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9.372248e-05
Minimum-0.035105895
Maximum0.03723177
Zeros432
Zeros (%)4.1%
Memory size41.1 KiB

Quantile statistics

Minimum-0.03510589525
5-th percentile-0.0009078746109
Q1-2.91542483e-05
median-8.657123374e-07
Q32.987835501e-06
95-th percentile0.002006241831
Maximum0.03723176941
Range0.07233766466
Interquartile range (IQR)3.21420838e-05

Descriptive statistics

Standard deviation0.004762720782
Coefficient of variation (CV)50.81727219
Kurtosis27.29115486
Mean9.372248314e-05
Median Absolute Deviation (MAD)0.00122856535
Skewness0.5543494225
Sum0.9840860367
Variance2.268351091e-05
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-3.51058953e-02 -2.79927133e-02 -2.06559431e-03 -1.60632754e-03 -5.70372591e-04 ... -4.40236099e-15 -2.39510954e-16 -9.58969054e-18 -6.26284167e-18 3.72317694e-02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 432 4.1%
 
1.401298464e-45 2 < 0.1%
 
-6.843536539e-05 2 < 0.1%
 
-1.401298464e-45 2 < 0.1%
 
-0.0005086016608 1 < 0.1%
 
-2.876872168e-05 1 < 0.1%
 
2.225179514e-06 1 < 0.1%
 
-5.577909633e-06 1 < 0.1%
 
-1.857640655e-06 1 < 0.1%
 
-7.692695362e-05 1 < 0.1%
 
Other values (10056) 10056 95.8%
 
ValueCountFrequency (%) 
-0.03510589525 1 < 0.1%
 
-0.03499481827 1 < 0.1%
 
-0.03492613509 1 < 0.1%
 
-0.03457638249 1 < 0.1%
 
-0.03447572514 1 < 0.1%
 
ValueCountFrequency (%) 
0.03723176941 1 < 0.1%
 
0.03710278869 1 < 0.1%
 
0.03708408773 1 < 0.1%
 
0.03671595082 1 < 0.1%
 
0.03664397821 1 < 0.1%
 

1
Real number (ℝ)

HIGH CORRELATION
ZEROS
Distinct count10061
Unique (%)95.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9.326199e-05
Minimum-0.035105895
Maximum0.03723177
Zeros437
Zeros (%)4.2%
Memory size41.1 KiB

Quantile statistics

Minimum-0.03510589525
5-th percentile-0.0008780172764
Q1-2.878758642e-05
median-1.310452404e-07
Q33.438229783e-06
95-th percentile0.001908050606
Maximum0.03723176941
Range0.07233766466
Interquartile range (IQR)3.22258162e-05

Descriptive statistics

Standard deviation0.004738852847
Coefficient of variation (CV)50.81226349
Kurtosis27.57601547
Mean9.326198779e-05
Median Absolute Deviation (MAD)0.001219257712
Skewness0.5476551652
Sum0.9792509079
Variance2.245672476e-05
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-3.51058953e-02 -2.79927133e-02 -2.18683656e-03 -1.88887684e-03 -5.70688717e-04 ... -3.90809069e-15 -9.08186476e-17 -2.38709425e-18 -1.09284652e-18 3.72317694e-02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 437 4.2%
 
1.401298464e-45 3 < 0.1%
 
-6.843536539e-05 2 < 0.1%
 
0.01578699797 1 < 0.1%
 
-2.876872168e-05 1 < 0.1%
 
2.225179514e-06 1 < 0.1%
 
-5.577909633e-06 1 < 0.1%
 
-1.857640655e-06 1 < 0.1%
 
-0.0001805572974 1 < 0.1%
 
-7.692695362e-05 1 < 0.1%
 
Other values (10051) 10051 95.7%
 
ValueCountFrequency (%) 
-0.03510589525 1 < 0.1%
 
-0.03499481827 1 < 0.1%
 
-0.03492613509 1 < 0.1%
 
-0.03457638249 1 < 0.1%
 
-0.03447572514 1 < 0.1%
 
ValueCountFrequency (%) 
0.03723176941 1 < 0.1%
 
0.03710278869 1 < 0.1%
 
0.03708408773 1 < 0.1%
 
0.03671595082 1 < 0.1%
 
0.03664397821 1 < 0.1%
 

2
Real number (ℝ)

HIGH CORRELATION
ZEROS
Distinct count10054
Unique (%)95.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.918434e-05
Minimum-0.035105895
Maximum0.03723177
Zeros444
Zeros (%)4.2%
Memory size41.1 KiB

Quantile statistics

Minimum-0.03510589525
5-th percentile-0.0008217117254
Q1-2.750812018e-05
median0
Q33.96654184e-06
95-th percentile0.001808868593
Maximum0.03723176941
Range0.07233766466
Interquartile range (IQR)3.147466202e-05

Descriptive statistics

Standard deviation0.004591707606
Coefficient of variation (CV)51.48558426
Kurtosis29.25470734
Mean8.918433741e-05
Median Absolute Deviation (MAD)0.001169074094
Skewness0.552054286
Sum0.9364355206
Variance2.108377703e-05
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-3.51058953e-02 -2.11577127e-02 -2.06559431e-03 -1.15262769e-03 -5.83785382e-04 ... -9.25724031e-09 -1.87783133e-09 -1.57887785e-27 -8.44564457e-28 3.72317694e-02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 444 4.2%
 
1.401298464e-45 3 < 0.1%
 
-6.843536539e-05 2 < 0.1%
 
-5.277139644e-05 1 < 0.1%
 
-3.124727527e-06 1 < 0.1%
 
-2.940631475e-06 1 < 0.1%
 
8.663060726e-06 1 < 0.1%
 
-9.979136667e-05 1 < 0.1%
 
6.441889688e-09 1 < 0.1%
 
-1.528973371e-06 1 < 0.1%
 
Other values (10044) 10044 95.7%
 
ValueCountFrequency (%) 
-0.03510589525 1 < 0.1%
 
-0.03499481827 1 < 0.1%
 
-0.03492613509 1 < 0.1%
 
-0.03457638249 1 < 0.1%
 
-0.03447572514 1 < 0.1%
 
ValueCountFrequency (%) 
0.03723176941 1 < 0.1%
 
0.03710278869 1 < 0.1%
 
0.03708408773 1 < 0.1%
 
0.03671595082 1 < 0.1%
 
0.03664397821 1 < 0.1%
 

3
Real number (ℝ)

HIGH CORRELATION
ZEROS
Distinct count10051
Unique (%)95.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.0632126e-05
Minimum-0.028308772
Maximum0.02987375
Zeros448
Zeros (%)4.3%
Memory size41.1 KiB

Quantile statistics

Minimum-0.02830877155
5-th percentile-0.0007842551131
Q1-2.534700798e-05
median-1.057162464e-07
Q33.079066346e-06
95-th percentile0.001753463928
Maximum0.02987374924
Range0.05818252265
Interquartile range (IQR)2.842607432e-05

Descriptive statistics

Standard deviation0.004146895371
Coefficient of variation (CV)51.4298172
Kurtosis25.86157799
Mean8.06321259e-05
Median Absolute Deviation (MAD)0.00107494113
Skewness0.4955229461
Sum0.8466373086
Variance1.719674219e-05
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-2.83087716e-02 -1.69005670e-03 -6.13027747e-04 -3.86560641e-04 -2.79792948e-04 ... -6.24051947e-15 -8.63939262e-17 -1.30814757e-18 -6.07539500e-19 2.98737492e-02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 448 4.3%
 
-1.401298464e-45 2 < 0.1%
 
1.401298464e-45 2 < 0.1%
 
-4.688300123e-06 1 < 0.1%
 
-1.142272254e-06 1 < 0.1%
 
0.002839753404 1 < 0.1%
 
-1.988752228e-05 1 < 0.1%
 
2.312629658e-05 1 < 0.1%
 
-2.284502671e-06 1 < 0.1%
 
0.0004932767479 1 < 0.1%
 
Other values (10041) 10041 95.6%
 
ValueCountFrequency (%) 
-0.02830877155 1 < 0.1%
 
-0.02825031243 1 < 0.1%
 
-0.0281346757 1 < 0.1%
 
-0.02794563212 1 < 0.1%
 
-0.02774459124 1 < 0.1%
 
ValueCountFrequency (%) 
0.02987374924 1 < 0.1%
 
0.02979858406 1 < 0.1%
 
0.02972506918 1 < 0.1%
 
0.02951441333 1 < 0.1%
 
0.02934019081 1 < 0.1%
 

4
Real number (ℝ)

HIGH CORRELATION
ZEROS
Distinct count10062
Unique (%)95.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.0061223e-05
Minimum-0.06251445
Maximum0.044461895
Zeros434
Zeros (%)4.1%
Memory size41.1 KiB

Quantile statistics

Minimum-0.06251444668
5-th percentile-0.000139260116
Q1-1.027701387e-06
median8.865864913e-07
Q33.631034997e-05
95-th percentile0.002034126816
Maximum0.04446189478
Range0.1069763452
Interquartile range (IQR)3.733805136e-05

Descriptive statistics

Standard deviation0.005726907868
Coefficient of variation (CV)142.9539032
Kurtosis48.53467178
Mean4.006122253e-05
Median Absolute Deviation (MAD)0.001242224593
Skewness-2.915220976
Sum0.4206428528
Variance3.279747398e-05
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-6.25144467e-02 -2.26724166e-02 -1.79212185e-03 -5.15445950e-04 -1.96207919e-04 ... -1.00772922e-06 -3.78083675e-10 7.00649232e-46 2.80259693e-45 4.44618948e-02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 434 4.1%
 
1.401298464e-45 3 < 0.1%
 
7.006492322e-45 2 < 0.1%
 
8.295983571e-05 2 < 0.1%
 
5.745323704e-44 2 < 0.1%
 
6.238339665e-06 1 < 0.1%
 
-0.0195490662 1 < 0.1%
 
-4.990720117e-05 1 < 0.1%
 
9.409225459e-05 1 < 0.1%
 
-5.752294601e-05 1 < 0.1%
 
Other values (10052) 10052 95.7%
 
ValueCountFrequency (%) 
-0.06251444668 1 < 0.1%
 
-0.06242754683 1 < 0.1%
 
-0.06194335967 1 < 0.1%
 
-0.06166582555 1 < 0.1%
 
-0.06074278429 1 < 0.1%
 
ValueCountFrequency (%) 
0.04446189478 1 < 0.1%
 
0.04444382712 1 < 0.1%
 
0.04409001395 1 < 0.1%
 
0.04400170222 1 < 0.1%
 
0.04336570948 1 < 0.1%
 

5
Real number (ℝ)

HIGH CORRELATION
ZEROS
Distinct count10058
Unique (%)95.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.7100745e-05
Minimum-0.058084503
Maximum0.041742347
Zeros438
Zeros (%)4.2%
Memory size41.1 KiB

Quantile statistics

Minimum-0.05808450282
5-th percentile-0.0001853289235
Q1-4.501511626e-07
median1.188585031e-06
Q33.920974814e-05
95-th percentile0.001775226789
Maximum0.04174234718
Range0.09982685
Interquartile range (IQR)3.96598993e-05

Descriptive statistics

Standard deviation0.004862899426
Coefficient of variation (CV)179.437851
Kurtosis56.9796257
Mean2.710074477e-05
Median Absolute Deviation (MAD)0.001031016349
Skewness-3.15920639
Sum0.2845578194
Variance2.364778993e-05
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-5.80845028e-02 -2.26724166e-02 -2.09099939e-03 -1.42047665e-03 -5.10600774e-04 ... -7.82488172e-07 -3.78083675e-10 7.00649232e-46 3.50324616e-45 4.17423472e-02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 438 4.2%
 
1.401298464e-45 4 < 0.1%
 
7.006492322e-45 2 < 0.1%
 
8.295983571e-05 2 < 0.1%
 
5.272519275e-07 1 < 0.1%
 
-0.0004602868867 1 < 0.1%
 
0.001413949183 1 < 0.1%
 
5.753725418e-05 1 < 0.1%
 
-8.84117128e-07 1 < 0.1%
 
2.091603761e-07 1 < 0.1%
 
Other values (10048) 10048 95.7%
 
ValueCountFrequency (%) 
-0.05808450282 1 < 0.1%
 
-0.05806590989 1 < 0.1%
 
-0.05749984831 1 < 0.1%
 
-0.05742676184 1 < 0.1%
 
-0.05633981898 1 < 0.1%
 
ValueCountFrequency (%) 
0.04174234718 1 < 0.1%
 
0.04165379331 1 < 0.1%
 
0.04146086425 1 < 0.1%
 
0.04116434976 1 < 0.1%
 
0.04084359854 1 < 0.1%
 

6
Real number (ℝ)

HIGH CORRELATION
ZEROS
Distinct count10051
Unique (%)95.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.4470864e-05
Minimum-0.051725894
Maximum0.037135396
Zeros445
Zeros (%)4.2%
Memory size41.1 KiB

Quantile statistics

Minimum-0.05172589421
5-th percentile-0.0002174430556
Q10
median1.725329923e-06
Q34.067422651e-05
95-th percentile0.001590870938
Maximum0.03713539615
Range0.08886128664
Interquartile range (IQR)4.067422651e-05

Descriptive statistics

Standard deviation0.003947704565
Coefficient of variation (CV)272.8036499
Kurtosis66.92326355
Mean1.447086379e-05
Median Absolute Deviation (MAD)0.0008294076542
Skewness-3.520956993
Sum0.1519440711
Variance1.558437179e-05
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-5.17258942e-02 -1.64995482e-02 -2.25401216e-03 -5.03298565e-04 -2.48643075e-04 ... -2.93166465e-07 -3.78083675e-10 7.00649232e-46 2.10194770e-45 3.71353962e-02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 445 4.2%
 
1.401298464e-45 3 < 0.1%
 
3.738812666e-05 2 < 0.1%
 
7.006492322e-45 2 < 0.1%
 
8.295983571e-05 2 < 0.1%
 
-2.632584426e-07 1 < 0.1%
 
0.00135298376 1 < 0.1%
 
9.94026891e-07 1 < 0.1%
 
0.0002250995603 1 < 0.1%
 
2.655064918e-06 1 < 0.1%
 
Other values (10041) 10041 95.6%
 
ValueCountFrequency (%) 
-0.05172589421 1 < 0.1%
 
-0.05168124661 1 < 0.1%
 
-0.05123956874 1 < 0.1%
 
-0.05109061673 1 < 0.1%
 
-0.0502464883 1 < 0.1%
 
ValueCountFrequency (%) 
0.03713539615 1 < 0.1%
 
0.03703270853 1 < 0.1%
 
0.0369086042 1 < 0.1%
 
0.0365736112 1 < 0.1%
 
0.03638232872 1 < 0.1%
 

7
Real number (ℝ)

HIGH CORRELATION
ZEROS
Distinct count10048
Unique (%)95.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.7230297e-05
Minimum-0.05479304
Maximum0.03822996
Zeros449
Zeros (%)4.3%
Memory size41.1 KiB

Quantile statistics

Minimum-0.0547930412
5-th percentile-0.0001419962384
Q10
median1.20753549e-06
Q32.882658328e-05
95-th percentile0.001750922512
Maximum0.03822996095
Range0.09302300215
Interquartile range (IQR)2.882658328e-05

Descriptive statistics

Standard deviation0.004718813114
Coefficient of variation (CV)173.2927551
Kurtosis51.21746063
Mean2.723029684e-05
Median Absolute Deviation (MAD)0.001027931343
Skewness-3.214143753
Sum0.2859181166
Variance2.226719698e-05
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-5.47930412e-02 -2.60489564e-02 -1.78460689e-03 -9.67612577e-04 -3.39116727e-04 ... -3.37081502e-07 -6.46332099e-10 7.00649232e-46 2.10194770e-45 3.82299609e-02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 449 4.3%
 
1.401298464e-45 3 < 0.1%
 
2.802596929e-45 2 < 0.1%
 
8.478734526e-05 2 < 0.1%
 
8.423948202e-06 1 < 0.1%
 
3.154030992e-07 1 < 0.1%
 
1.827906772e-06 1 < 0.1%
 
2.22529934e-06 1 < 0.1%
 
2.161707016e-05 1 < 0.1%
 
8.23226801e-05 1 < 0.1%
 
Other values (10038) 10038 95.6%
 
ValueCountFrequency (%) 
-0.0547930412 1 < 0.1%
 
-0.05454805866 1 < 0.1%
 
-0.054458417 1 < 0.1%
 
-0.05374341086 1 < 0.1%
 
-0.05353463441 1 < 0.1%
 
ValueCountFrequency (%) 
0.03822996095 1 < 0.1%
 
0.03811250255 1 < 0.1%
 
0.03799314797 1 < 0.1%
 
0.03767156601 1 < 0.1%
 
0.0373747386 1 < 0.1%
 

8
Real number (ℝ)

HIGH CORRELATION
ZEROS
Distinct count10073
Unique (%)95.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-4.020526e-08
Minimum-0.06486434
Maximum0.036062326
Zeros424
Zeros (%)4.0%
Memory size41.1 KiB

Quantile statistics

Minimum-0.06486433744
5-th percentile-0.0001387637225
Q10
median7.661863606e-07
Q32.740571335e-05
95-th percentile0.002088245004
Maximum0.03606232628
Range0.1009266675
Interquartile range (IQR)2.740571335e-05

Descriptive statistics

Standard deviation0.00564922113
Coefficient of variation (CV)-140509.5
Kurtosis47.35028076
Mean-4.020526134e-08
Median Absolute Deviation (MAD)0.001250943635
Skewness-4.069645405
Sum-0.0004221552517
Variance3.191369979e-05
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-6.48643374e-02 -3.51950899e-02 -2.42854515e-03 -1.18122657e-03 -4.24749072e-04 ... -1.00202001e-07 -3.61160074e-10 7.00649232e-46 2.10194770e-45 3.60623263e-02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 424 4.0%
 
1.401298464e-45 3 < 0.1%
 
1.821688004e-44 2 < 0.1%
 
1.106534455e-06 2 < 0.1%
 
2.940716513e-06 1 < 0.1%
 
0.01446292177 1 < 0.1%
 
-5.4330485e-08 1 < 0.1%
 
5.658941882e-05 1 < 0.1%
 
3.370114791e-05 1 < 0.1%
 
0.0001055489047 1 < 0.1%
 
Other values (10063) 10063 95.8%
 
ValueCountFrequency (%) 
-0.06486433744 1 < 0.1%
 
-0.06474403292 1 < 0.1%
 
-0.0642818138 1 < 0.1%
 
-0.06391401589 1 < 0.1%
 
-0.06301643699 1 < 0.1%
 
ValueCountFrequency (%) 
0.03606232628 1 < 0.1%
 
0.03594071046 1 < 0.1%
 
0.0358199589 1 < 0.1%
 
0.03549033031 1 < 0.1%
 
0.03518148512 1 < 0.1%
 

9
Real number (ℝ)

HIGH CORRELATION
ZEROS
Distinct count10068
Unique (%)95.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-4.211372e-08
Minimum-0.058035936
Maximum0.03305392
Zeros428
Zeros (%)4.1%
Memory size41.1 KiB

Quantile statistics

Minimum-0.05803593621
5-th percentile-0.0001759790946
Q10
median5.378959713e-07
Q31.757703558e-05
95-th percentile0.0019141656
Maximum0.03305391967
Range0.0910898596
Interquartile range (IQR)1.757703558e-05

Descriptive statistics

Standard deviation0.004921742715
Coefficient of variation (CV)-116867.9219
Kurtosis48.18362045
Mean-4.211371873e-08
Median Absolute Deviation (MAD)0.001094080973
Skewness-3.958972931
Sum-0.0004421940539
Variance2.422354919e-05
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-5.80359362e-02 -2.89467014e-02 -1.84005854e-03 -1.32174743e-03 -6.52092480e-04 ... -3.23425073e-08 -3.61160074e-10 7.00649232e-46 2.10194770e-45 3.30539197e-02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 428 4.1%
 
1.401298464e-45 3 < 0.1%
 
2.802596929e-45 2 < 0.1%
 
1.106534455e-06 2 < 0.1%
 
1.821688004e-44 2 < 0.1%
 
0.0001185808724 1 < 0.1%
 
6.606676948e-07 1 < 0.1%
 
4.037532926e-05 1 < 0.1%
 
1.150334475e-25 1 < 0.1%
 
0.0002416089847 1 < 0.1%
 
Other values (10058) 10058 95.8%
 
ValueCountFrequency (%) 
-0.05803593621 1 < 0.1%
 
-0.05799357593 1 < 0.1%
 
-0.05745833367 1 < 0.1%
 
-0.05732253566 1 < 0.1%
 
-0.05628091842 1 < 0.1%
 
ValueCountFrequency (%) 
0.03305391967 1 < 0.1%
 
0.03300540894 1 < 0.1%
 
0.03276629746 1 < 0.1%
 
0.03265183046 1 < 0.1%
 
0.0321145393 1 < 0.1%
 

10
Real number (ℝ)

HIGH CORRELATION
ZEROS
Distinct count10062
Unique (%)95.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-4.397385e-08
Minimum-0.050304513
Maximum0.029548759
Zeros435
Zeros (%)4.1%
Memory size41.1 KiB

Quantile statistics

Minimum-0.05030451342
5-th percentile-0.0002312780227
Q10
median4.268218419e-07
Q31.065906986e-05
95-th percentile0.001819513849
Maximum0.02954875864
Range0.07985327393
Interquartile range (IQR)1.065906986e-05

Descriptive statistics

Standard deviation0.004245494027
Coefficient of variation (CV)-96545.88281
Kurtosis46.88879013
Mean-4.397384856e-08
Median Absolute Deviation (MAD)0.0009578813915
Skewness-3.728652477
Sum-0.0004617254017
Variance1.802421866e-05
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-5.03045134e-02 -2.89467014e-02 -1.57809595e-03 -6.70515234e-04 -2.74125137e-04 ... -1.90732528e-07 -3.61160074e-10 7.00649232e-46 2.10194770e-45 2.95487586e-02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 435 4.1%
 
1.401298464e-45 3 < 0.1%
 
2.802596929e-45 2 < 0.1%
 
1.821688004e-44 2 < 0.1%
 
7.312151865e-05 1 < 0.1%
 
6.072182077e-05 1 < 0.1%
 
1.172342991e-06 1 < 0.1%
 
7.809306345e-26 1 < 0.1%
 
2.135977439e-07 1 < 0.1%
 
2.498350138e-10 1 < 0.1%
 
Other values (10052) 10052 95.7%
 
ValueCountFrequency (%) 
-0.05030451342 1 < 0.1%
 
-0.05009156093 1 < 0.1%
 
-0.04998846725 1 < 0.1%
 
-0.04934386909 1 < 0.1%
 
-0.04915880039 1 < 0.1%
 
ValueCountFrequency (%) 
0.02954875864 1 < 0.1%
 
0.02946861275 1 < 0.1%
 
0.02933748439 1 < 0.1%
 
0.0291240532 1 < 0.1%
 
0.02881040797 1 < 0.1%
 

11
Real number (ℝ)

HIGH CORRELATION
ZEROS
Distinct count10057
Unique (%)95.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-4.285372e-08
Minimum-0.054482024
Maximum0.03132526
Zeros440
Zeros (%)4.2%
Memory size41.1 KiB

Quantile statistics

Minimum-0.05448202416
5-th percentile-0.000143326191
Q10
median5.728510359e-07
Q31.632427075e-05
95-th percentile0.001919991692
Maximum0.03132525831
Range0.08580727875
Interquartile range (IQR)1.632427075e-05

Descriptive statistics

Standard deviation0.004805253819
Coefficient of variation (CV)-112131.5469
Kurtosis44.73987961
Mean-4.285372057e-08
Median Absolute Deviation (MAD)0.001075406908
Skewness-3.807679415
Sum-0.0004499640781
Variance2.309046613e-05
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-5.44820242e-02 -3.47869247e-02 -1.58771116e-03 -9.90875589e-04 -3.67224449e-04 ... -4.73120165e-09 -8.92268898e-11 7.00649232e-46 2.10194770e-45 3.13252583e-02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 440 4.2%
 
1.401298464e-45 2 < 0.1%
 
0.0006457794807 2 < 0.1%
 
2.802596929e-45 2 < 0.1%
 
0.000323823595 2 < 0.1%
 
1.555417111e-05 1 < 0.1%
 
4.800066017e-05 1 < 0.1%
 
4.098713868e-10 1 < 0.1%
 
8.200571028e-05 1 < 0.1%
 
6.9297952e-05 1 < 0.1%
 
Other values (10047) 10047 95.7%
 
ValueCountFrequency (%) 
-0.05448202416 1 < 0.1%
 
-0.0544718802 1 < 0.1%
 
-0.05391523987 1 < 0.1%
 
-0.05387559906 1 < 0.1%
 
-0.05279130116 1 < 0.1%
 
ValueCountFrequency (%) 
0.03132525831 1 < 0.1%
 
0.03131783381 1 < 0.1%
 
0.03101920709 1 < 0.1%
 
0.03101274557 1 < 0.1%
 
0.03046026081 1 < 0.1%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Missing values

Sample

First rows

01234567891011
00.00.00.00.00.00.00.00.00.00.00.00.0
10.00.00.00.00.00.00.00.00.00.00.00.0
20.00.00.00.00.00.00.00.00.00.00.00.0
30.00.00.00.00.00.00.00.00.00.00.00.0
40.00.00.00.00.00.00.00.00.00.00.00.0
50.00.00.00.00.00.00.00.00.00.00.00.0
60.00.00.00.00.00.00.00.00.00.00.00.0
70.00.00.00.00.00.00.00.00.00.00.00.0
80.00.00.00.00.00.00.00.00.00.00.00.0
90.00.00.00.00.00.00.00.00.00.00.00.0

Last rows

01234567891011
104901.011889e-061.144188e-060.0000011.081701e-067.599156e-077.419001e-076.794134e-076.567116e-07-6.041623e-08-1.451524e-083.929969e-089.635741e-09
104919.956723e-071.125174e-060.0000011.064447e-067.507788e-077.333674e-076.726397e-076.517853e-07-5.855549e-08-1.240425e-084.057746e-088.008992e-09
104929.793666e-071.106455e-060.0000011.047034e-067.426405e-077.261552e-076.667335e-076.455365e-07-5.643981e-08-1.028975e-084.187197e-086.760335e-09
104939.630613e-071.088026e-060.0000011.029603e-067.356177e-077.201313e-076.617078e-076.383274e-07-5.472392e-08-9.092752e-094.264663e-086.681008e-09
104949.469395e-071.069746e-060.0000011.012373e-067.293456e-077.145582e-076.571854e-076.310242e-07-5.396145e-08-9.221779e-094.257662e-087.851238e-09
104959.311325e-071.051445e-060.0000019.954488e-077.230626e-077.085262e-076.525296e-076.244626e-07-5.433048e-08-1.037587e-084.170092e-089.692081e-09
104969.156030e-071.033046e-060.0000019.787373e-077.159297e-077.014360e-076.471271e-076.190192e-07-5.546533e-08-1.175498e-084.043811e-081.138378e-08
104979.001597e-071.014606e-060.0000019.620544e-077.074765e-076.932609e-076.407095e-076.145157e-07-5.654964e-08-1.251458e-083.942449e-081.231443e-08
104988.846017e-079.962553e-070.0000019.452991e-076.979218e-076.844886e-076.335323e-076.104192e-07-5.670284e-08-1.218249e-083.921625e-081.229254e-08
104998.688722e-079.780956e-070.0000019.285342e-076.881304e-076.758413e-076.262798e-076.061271e-07-5.548144e-08-1.083030e-083.999374e-081.150201e-08